Reviewing Tabular Datasets for Manipulation
Shaurya Sahai
Ferret is a visualization tool, designed to make artifacts of manipulation in tabular datasets salient.
This tool is based on this living document of known artifacts of manipulation, which was created for this project.
The following are examples of real datasets that are associated with papers that have been retracted due to concerns with the data.
Click any dataset below to open it in Ferret, or upload your own dataset to view it in Ferret.
Name Status Domain Blog
DS-Priming Retracted MarketingMrkt. blog.openmktg.org/2021/07/retracted-article-why-money-meanings.html

DS-Driving Retracted PsychologyPsy. datacolada.org/98
DS-Covid Withdrawn MedicineMed. steamtraen.blogspot.com/2021/07/Some-problems-with-the-data-from-a-Covid-study.html
DS-Gaming Retracted MedicineMed. teamtraen.blogspot.com/2020/04/some-issues-in-recent-gaming-research.html
DS-Spider-P Retracted BiologyBio. laskowskilab.faculty.ucdavis.edu/2020/01/29/retractions/
DS-Spider-E Retracted BiologyBio.
DS-Spider-I Retracted BiologyBio.
DS-Glioma Retracted MedicineMed.
DS-Fly ExpressionExpr. of Concern BiologyBio. pubpeer.com/publications/70DDAFDEA32DD2D9181998DBF1EECB
DS-Fish Retracted BiologyBio. 10.1126/science.372.6542.560